ArticleSensors (Basel, Switzerland)2021
CMPC: An Innovative Lidar-Based Method to Estimate Tree Canopy Meshing-Profile Volumes for Orchard Target-Oriented Spray.
Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- A Review of Orchard Canopy Perception Technologies for Variable-Rate Spraying.Sensors (Basel, Switzerland) · 2025Review
- Design and Development of a Precision Spraying Control System for Orchards Based on Machine Vision Detection.Sensors (Basel, Switzerland) · 2025Article
- Deposition Characteristics of Air-Assisted Sprayer Based on Canopy Volume and Leaf Area of Orchard Trees.Plants (Basel, Switzerland) · 2025Article
- Calculation method of canopy effective volume for fruit tree based on LiDAR point cloud data.Frontiers in plant science · 2025Article
- Design of target-variable spraying system based on FAVD of fruit tree canopy.Frontiers in plant science · 2025Article
- Design and testing of a RealSense-based variable spraying control system for field kale.Frontiers in plant science · 2025Article
- Computational model of pesticide deposition distribution on canopies for air-assisted spraying.Frontiers in plant science · 2023Article
- Wind loss model for the thick canopies of orchard trees based on accurate variable spraying.Frontiers in plant science · 2022Article
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Authors and funding
4 authors.
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Abstract
Canopy characterization detection is essential for target-oriented spray, which minimizes pesticide residues in fruits, pesticide wastage, and pollution. In this study, a novel canopy meshing-profile characterization (CMPC) method based on light detection and ranging (LiDAR)point-cloud data was designed for high-precision canopy volume calculations. First, the accuracy and viability of this method were tested using a simulated canopy. The results show that the CMPC method can accurately characterize the 3D profiles of the simulated canopy. These simulated canopy profiles were similar to those obtained from manual measurements, and the measured canopy volume achieved an accuracy of 93.3%. Second, the feasibility of the method was verified by a field experiment where the canopy 3D stereogram and cross-sectional profiles were obtained via CMPC. The results show that the 3D stereogram exhibited a high degree of similarity with the tree canopy, although there were some differences at the edges, where the canopy was sparse. The CMPC-derived cross-sectional profiles matched the manually measured results well. The CMPC method achieved an accuracy of 96.3% when the tree canopy was detected by LiDAR at a moving speed of 1.2 m/s. The accuracy of the LiDAR system was virtually unchanged when the moving speeds was reduced to 1 m/s. No detection lag was observed when comparing the start and end positions of the cross-section. Different CMPC grid sizes were also evaluated. Small grid sizes (0.01 m × 0.01 m and 0.025 m × 0.025 m) were suitable for characterizing the finer details of a canopy, whereas grid sizes of 0.1 m × 0.1 m or larger can be used for characterizing its overall profile and volume. The results of this study can be used as a technical reference for the development of a LiDAR-based target-oriented spray system.
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